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  1. Article ; Online: Multiple drivers of the COVID-19 spread: The roles of climate, international mobility, and region-specific conditions.

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    PloS one

    2020  Volume 15, Issue 9, Page(s) e0239385

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 ... reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained ... spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region ...

    Abstract Following its initial appearance in December 2019, coronavirus disease 2019 (COVID-19) quickly spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific COVID-19 susceptibility (BCG vaccination factors, malaria incidence, and percentage of the population aged over 65 years), and human mobility (relative amounts of international visitors) in shaping the geographical patterns of COVID-19 case numbers across 1,020 countries/regions, and examined the sequential shift that occurred from December 2019 to June 30, 2020 in multiple drivers of the cumulative number of COVID-19 cases. Our regression model adequately explains the cumulative COVID-19 case numbers (per 1 million population). As the COVID-19 spread progressed, the explanatory power (R2) of the model increased, reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained the variance among COVID-19 case numbers across locations; the relative importance of host mobility and that of host susceptibility to COVID-19 were both greater than that of climate. Notably, the relative importance of these factors changed over time; the number of days from outbreak onset drove COVID-19 spread in the early stage, then human mobility accelerated the pandemic, and lastly climate (temperature) propelled the phase following disease expansion. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 susceptibility. The identification of these multiple drivers of the COVID-19 outbreak trajectory, based on mapping the spread of COVID-19, will contribute to a better understanding of the COVID-19 disease transmission risk and inform long-term preventative measures against this disease.
    MeSH term(s) Betacoronavirus ; COVID-19 ; Climate ; Communicable Diseases, Imported ; Coronavirus Infections/epidemiology ; Coronavirus Infections/etiology ; Coronavirus Infections/transmission ; Disease Susceptibility ; Humans ; Pandemics ; Pneumonia, Viral/epidemiology ; Pneumonia, Viral/etiology ; Pneumonia, Viral/transmission ; Regression Analysis ; SARS-CoV-2 ; Travel-Related Illness
    Keywords covid19
    Language English
    Publishing date 2020-09-23
    Publishing country United States
    Document type Journal Article
    ISSN 1932-6203
    ISSN (online) 1932-6203
    DOI 10.1371/journal.pone.0239385
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  2. Article: Multiple drivers of the COVID-19 spread: The roles of climate, international mobility, and region-specific conditions

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    PLoS One

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 ... reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained ... spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region ...

    Abstract Following its initial appearance in December 2019, coronavirus disease 2019 (COVID-19) quickly spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific COVID-19 susceptibility (BCG vaccination factors, malaria incidence, and percentage of the population aged over 65 years), and human mobility (relative amounts of international visitors) in shaping the geographical patterns of COVID-19 case numbers across 1,020 countries/regions, and examined the sequential shift that occurred from December 2019 to June 30, 2020 in multiple drivers of the cumulative number of COVID-19 cases. Our regression model adequately explains the cumulative COVID-19 case numbers (per 1 million population). As the COVID-19 spread progressed, the explanatory power (R2) of the model increased, reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained the variance among COVID-19 case numbers across locations; the relative importance of host mobility and that of host susceptibility to COVID-19 were both greater than that of climate. Notably, the relative importance of these factors changed over time; the number of days from outbreak onset drove COVID-19 spread in the early stage, then human mobility accelerated the pandemic, and lastly climate (temperature) propelled the phase following disease expansion. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 susceptibility. The identification of these multiple drivers of the COVID-19 outbreak trajectory, based on mapping the spread of COVID-19, will contribute to a better understanding of the COVID-19 disease transmission risk and inform long-term preventative measures against this disease.
    Keywords covid19
    Publisher WHO
    Document type Article
    Note WHO #Covidence: #788885
    Database COVID19

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  3. Article ; Online: Multiple drivers of the COVID-19 spread: role of climate, international mobility, and region-specific conditions

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    medRxiv

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific susceptibility ... we evaluated the role of climate (temperature and precipitation), region-specific susceptibility (BCG ... spread progressed. Climate, host mobility, and host susceptibility largely explained the variance ...

    Abstract The novel Coronavirus Disease 2019 (COVID-19) has spread quickly across the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific susceptibility (BCG vaccination, malaria infection, and elderly population) and international traveller population (human mobility) in shaping the geographical patterns of COVID-19 cases across 1,055 countries/regions, and examined the sequential shift of multiple drivers of the accumulated cases from December, 2019 to April 12, 2020. The accumulated numbers of COVID-19 cases (per 1 million population) were well explained by a simple regression model. The explanatory power (R2) of the model increased up to > 70% in April 2020 as the COVID-19 spread progressed. Climate, host mobility, and host susceptibility largely explained the variance of the COVID-19 cases (per 1 million population), and their explanatory power improved as the pandemic progressed; the relative importance of host mobility and host susceptibility have been greater than that of climate. The number of days from outbreak onset showed greater explanatory power in the earlier stages of COVID-19 spread but rapidly lost its influence. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific susceptibility. The present distribution of COVID-19 cases has not reached an equilibrium and is changing daily, especially in the Southern Hemisphere. Nevertheless, the present results, based on mapping the spread of COVID-19 and identifying multiple drivers of this outbreak trajectory, may contribute to a better understanding of the COVID-19 disease transmission risk and the measures against long-term epidemic.
    Keywords covid19
    Language English
    Publishing date 2020-04-24
    Publisher Cold Spring Harbor Laboratory Press
    Document type Article ; Online
    DOI 10.1101/2020.04.20.20072157
    Database COVID19

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  4. Article ; Online: Multiple drivers of the COVID-19 spread: role of climate, international mobility, and region-specific conditions

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific susceptibility ... we evaluated the role of climate (temperature and precipitation), region-specific susceptibility (BCG ... spread progressed. Climate, host mobility, and host susceptibility largely explained the variance ...

    Abstract The novel Coronavirus Disease 2019 (COVID-19) has spread quickly across the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific susceptibility (BCG vaccination, malaria infection, and elderly population) and international traveller population (human mobility) in shaping the geographical patterns of COVID-19 cases across 1,055 countries/regions, and examined the sequential shift of multiple drivers of the accumulated cases from December, 2019 to April 12, 2020. The accumulated numbers of COVID-19 cases (per 1 million population) were well explained by a simple regression model. The explanatory power (R2) of the model increased up to > 70% in April 2020 as the COVID-19 spread progressed. Climate, host mobility, and host susceptibility largely explained the variance of the COVID-19 cases (per 1 million population), and their explanatory power improved as the pandemic progressed; the relative importance of host mobility and host susceptibility have been greater than that of climate. The number of days from outbreak onset showed greater explanatory power in the earlier stages of COVID-19 spread but rapidly lost its influence. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific susceptibility. The present distribution of COVID-19 cases has not reached an equilibrium and is changing daily, especially in the Southern Hemisphere. Nevertheless, the present results, based on mapping the spread of COVID-19 and identifying multiple drivers of this outbreak trajectory, may contribute to a better understanding of the COVID-19 disease transmission risk and the measures against long-term epidemic.
    Keywords covid19
    Publisher MedRxiv; WHO
    Document type Article ; Online
    DOI 10.1101/2020.04.20.20072157
    Database COVID19

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  5. Article ; Online: Multiple drivers of the COVID-19 spread

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    PLOS ONE

    The roles of climate, international mobility, and region-specific conditions

    2020  Volume 15, Issue 9, Page(s) e0239385

    Keywords General Biochemistry, Genetics and Molecular Biology ; General Agricultural and Biological Sciences ; General Medicine ; covid19
    Language English
    Publisher Public Library of Science (PLoS)
    Publishing country us
    Document type Article ; Online
    ISSN 1932-6203
    DOI 10.1371/journal.pone.0239385
    Database BASE - Bielefeld Academic Search Engine (life sciences selection)

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  6. Article ; Online: Multiple drivers of the COVID-19 spread

    Yasuhiro Kubota / Takayuki Shiono / Buntarou Kusumoto / Junichi Fujinuma

    PLoS ONE, Vol 15, Iss 9, p e

    The roles of climate, international mobility, and region-specific conditions.

    2020  Volume 0239385

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 ... reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained ... spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region ...

    Abstract Following its initial appearance in December 2019, coronavirus disease 2019 (COVID-19) quickly spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific COVID-19 susceptibility (BCG vaccination factors, malaria incidence, and percentage of the population aged over 65 years), and human mobility (relative amounts of international visitors) in shaping the geographical patterns of COVID-19 case numbers across 1,020 countries/regions, and examined the sequential shift that occurred from December 2019 to June 30, 2020 in multiple drivers of the cumulative number of COVID-19 cases. Our regression model adequately explains the cumulative COVID-19 case numbers (per 1 million population). As the COVID-19 spread progressed, the explanatory power (R2) of the model increased, reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained the variance among COVID-19 case numbers across locations; the relative importance of host mobility and that of host susceptibility to COVID-19 were both greater than that of climate. Notably, the relative importance of these factors changed over time; the number of days from outbreak onset drove COVID-19 spread in the early stage, then human mobility accelerated the pandemic, and lastly climate (temperature) propelled the phase following disease expansion. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 susceptibility. The identification of these multiple drivers of the COVID-19 outbreak trajectory, based on mapping the spread of COVID-19, will contribute to a better understanding of the COVID-19 disease transmission risk and inform long-term preventative measures against this disease.
    Keywords Medicine ; R ; Science ; Q
    Subject code 910
    Language English
    Publishing date 2020-01-01T00:00:00Z
    Publisher Public Library of Science (PLoS)
    Document type Article ; Online
    Database BASE - Bielefeld Academic Search Engine (life sciences selection)

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  7. Article: Multiple drivers of the COVID-19 spread: The roles of climate, international mobility, and region-specific conditions

    Kubota, Yasuhiro / Shiono, Takayuki / Kusumoto, Buntarou / Fujinuma, Junichi

    PLOS ONE, 15(9):e0239385

    2020  

    Abstract: ... deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 ... reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained ... spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region ...

    Abstract Following its initial appearance in December 2019, coronavirus disease 2019 (COVID-19) quickly spread around the globe. Here, we evaluated the role of climate (temperature and precipitation), region-specific COVID-19 susceptibility (BCG vaccination factors, malaria incidence, and percentage of the population aged over 65 years), and human mobility (relative amounts of international visitors) in shaping the geographical patterns of COVID-19 case numbers across 1,020 countries/regions, and examined the sequential shift that occurred from December 2019 to June 30, 2020 in multiple drivers of the cumulative number of COVID-19 cases. Our regression model adequately explains the cumulative COVID-19 case numbers (per 1 million population). As the COVID-19 spread progressed, the explanatory power (R2) of the model increased, reaching > 70% in April 2020. Climate, host mobility, and host susceptibility to COVID-19 largely explained the variance among COVID-19 case numbers across locations; the relative importance of host mobility and that of host susceptibility to COVID-19 were both greater than that of climate. Notably, the relative importance of these factors changed over time; the number of days from outbreak onset drove COVID-19 spread in the early stage, then human mobility accelerated the pandemic, and lastly climate (temperature) propelled the phase following disease expansion. Our findings demonstrate that the COVID-19 pandemic is deterministically driven by climate suitability, cross-border human mobility, and region-specific COVID-19 susceptibility. The identification of these multiple drivers of the COVID-19 outbreak trajectory, based on mapping the spread of COVID-19, will contribute to a better understanding of the COVID-19 disease transmission risk and inform long-term preventative measures against this disease.
    Keywords COVID-19 ; Economic analysis ; Epidemiology ; Human mobility ; Malaria ; Pandemics ; Vaccination and immunization ; Virus testing
    Language English
    Document type Article
    Database Repository for Life Sciences

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